ES207- Lab4

library(tidyverse)
library(stringr)

14.2.5 Exercises

1. In code that doesn’t use stringr, you’ll often see paste() and paste0(). What’s the difference between the two functions? What stringr function are they equivalent to? How do the functions differ in their handling of NA?

   • paste will include spaces when trying to concatinate 2 strings, but paste0will have no spaces. The separator arguement for paste is " " while it is “” for paste0.

   • They are equivalent to the stringr function str_c()

   • str_c keeps NA as NA where as both the paste funcions convert it to a character vector “NA”

v <- c("x","y",NA)
paste(v)
paste0(v)
str_c(v)

2. In your own words, describe the difference between the sep and collapse arguments to str_c().

   • sep() is used to insert a string between two vectors. For example in the samples below when I input two character vectors is separates them by a comma. In the first example it will separate x and the first element of c(“y”,“z”) by a comma and x with the second element by a comma.

   • collpase() combines all the input vectors into one string. Therefore, if you had a character vector m and then used the collapse command, you would only be able to reference one element afterwards that includes all the infromation from your previous chracter vector in one string.

library(tidyverse)

-- Attaching packages --------------------------------------- tidyverse 1.2.1 --
v ggplot2 2.2.1     v purrr   0.2.4
v tibble  1.4.2     v dplyr   0.7.4
v tidyr   0.8.0     v stringr 1.2.0
v readr   1.1.1     v forcats 0.2.0
-- Conflicts ------------------------------------------ tidyverse_conflicts() --
x dplyr::filter() masks stats::filter()
x dplyr::lag()    masks stats::lag()

library(stringr)

3. Use str_length() and str_sub() to extract the middle character from a string. What will you do if the string has an even number of characters?

source("./R/middleChr.R")
wrongName <- "Christina" #9
myName <- "Christiana" #10

#test
middleChr(wrongName)
middleChr(myName)

str_c(m, collapse =",")

[1] "Letter :a,Letter :b,Letter :c,Letter :d,Letter :e,Letter :f,Letter :g,Letter :h,Letter :i,Letter :j,Letter :k,Letter :l,Letter :m,Letter :n,Letter :o,Letter :p,Letter :q,Letter :r,Letter :s,Letter :t,Letter :u,Letter :v,Letter :w,Letter :x,Letter :y,Letter :z"

4. What does str_wrap() do? When might you want to use it?

   • Let’s check the documentation before. str_wrap() allows you to format texts, by allowing you to tell R what the length of each line should be in characters and then will allow you to signify what sort of line breaks you want if any.

   • This could be useful for restructuring a paragraph in R.

ceiling((str_length(myName)+1)/2)

[1] 6

5. What does str_trim() do? What’s the opposite of str_trim()?

   • Removes whitespace in a string (so like blanks where you hit the spacepbar)

   • str_pad adds whitespace

str_trim("  String with trailing and leading white space ")

6. Write a function that turns (e.g.) a vector c(“a”, “b”, “c”) into the string a, b, and c. Think carefully about what it should do if given a vector of length 0, 1, or 2. # still need to answer!!

source("./R/vect_to_str.R")
v <- c("a","b","c")
v1 <- c("a","b")
v2 <- c("a")
v3 <- c()
vect_to_str(v)
vect_to_str(v1)
vect_to_str(v2)
vect_to_str(v3)


# what that function looks like
# vect_to_str <- function(x){
#   mylength <- length(x)
#   if (mylength == 0 | mylength == 1){
#     return(x)
#   } else{
#     return(str_c(str_c(x[1:mylength-1], collapse = ", "),x[mylength], sep = ", and "))
#   }
# }

14.3.1.1 Exercises

1. Explain why each of these strings don’t match a : “",”\“,”\".

   • “" is an escape character in regex

   • “\” is an escape to escape the escape character “"

   • “\" would just be you escaping the escape character, but not actually searching for”"

2. How would you match the sequence “’?

stringSeq <- "\"'\\"
myMatch <- "\"'\\\\"
str_view(stringSeq, myMatch)

3. What patterns will the regular expression ...... match? How would you represent it as a string? It will match any pattern with a dot followed by a character repeated three times (because . matches any character and you also want to match the dot)

str_view(c(".w.x.y.z", "..x.y.z", "...","......",".......","........","..a.b"), c("\\..\\..\\.."))

14.3.2.1 Exercises

1. How would you match the literal string “\(^\)”?

vect_to_str(v3)

[1] ""

2. Given the corpus of common words in stringr::words, create regular expressions that find all words that:

3. Start with “y”.
4. End with “x”
5. Are exactly three letters long. (Don’t cheat by using str_length()!)

6. Have seven letters or more. Since this list is long, you might want to use the match argument to str_view() to show only the matching or non-matching words.

14.3.3.1 Exercises

1. Create regular expressions to find all words that:
   1. Start with a vowel.
   2. That only contain consonants. (Hint: thinking about matching “not”-vowels.)
   3. End with ed, but not with eed.
   4. End with ing or ise.

2. Empirically verify the rule “i before e except after c”.

3. Is “q” always followed by a “u”?

4. Write a regular expression that matches a word if it’s probably written in British English, not American English.

5. Create a regular expression that will match telephone numbers as commonly written in your country.

14.3.4.1 Exercises

1. Describe the equivalents of ?, +, * in {m,n} form.

   • ? is 0 or 1, so {,1} would be at most 1

   • + is 1 or more, so {1,} would be 1 or more

   • * is 0 or more, so {0,} (I think…or this doesn’t have a match)

2. Describe in words what these regular expressions match: (read carefully to see if I’m using a regular expression or a string that defines a regular expression.)

   1. ^.*$ - any string
   2. "\\{.+\\}" - any string with {} surrounding at least one character (bc of +)
   3. \d{4}-\d{2}-\d{2} - matches 4 digits - 2 digits - 2 digits
   4. "\\\\{4}" - matches  four times so \\\\

3. Create regular expressions to find all words that:

   1. Start with three consonants.

2. Have three or more vowels in a row.

3. Have two or more vowel-consonant pairs in a row.

4. Solve the beginner regexp crosswords at https://regexcrossword.com/challenges/beginner. Oki oki

14.3.5.1 Exercises

1. Describe, in words, what these expressions will match:

   1. (.) - same character repeating three times in a row
   2. “(.)(.)\2\1” - pair of characters followed by same pair in reverse order
   3. (..) - any two characters repeated
   4. “(.).\1.\1” - a character followed by any character, the first character, any other character, and then the first character again
   5. “(.)(.)(.).*\3\2\1" - three characters then zero or more of any other character followed by the first three characters in reverse

2. Construct regular expressions to match words that:

   1. Start and end with the same character.

2. Contain a repeated pair of letters (e.g. “church” contains “ch” repeated twice.)

3. Contain one letter repeated in at least three places (e.g. “eleven” contains three “e”s.)

14.4.2 Exercises

1. For each of the following challenges, try solving it by using both a single regular expression, and a combination of multiple str_detect() calls.

   1. Find all words that start or end with x.

2. Find all words that start with a vowel and end with a consonant.

3. Are there any words that contain at least one of each different vowel?

2. What word has the highest number of vowels? What word has the highest proportion of vowels? (Hint: what is the denominator?)

words[str_detect(words, "^x|x$")]

[1] "box" "sex" "six" "tax"

# split regex into parts
startWith_x <- str_detect(words, "^x")
endWith_x <- str_detect(words, "x$")
words[startWith_x | endWith_x]

[1] "box" "sex" "six" "tax"

# check identical
identical(words[str_detect(words, "^x|x$")],words[startWith_x | endWith_x])

[1] TRUE

14.4.3.1

1. In the previous example, you might have noticed that the regular expression matched “flickered”, which is not a colour. Modify the regex to fix the problem.

identical(words[str_detect(words, "^[aeiou].*[^aeiou]$")],words[startWith & endWith])

[1] TRUE

2. From the Harvard sentences data, extract:

   1. The first word from each sentence.

test[str_detect(test, "a") &
        str_detect(test, "e") &
        str_detect(test, "i") &
        str_detect(test, "o") &
        str_detect(test, "u")]

[1] "aeiou" "uioae"

2. All words ending in ing.

words[which(propVowels == max(propVowels))]

[1] "a"

3. All plurals.

14.4.4.1 Exercises

1. Find all words that come after a “number” like “one”, “two”, “three” etc. Pull out both the number and the word.

str_extract(sentences, "[^. ]+") %>% head() # don't need the . I think

[1] "The"   "Glue"  "It's"  "These" "Rice"  "The"  

2. Find all contractions. Separate out the pieces before and after the apostrophe.

na.omit(str_extract(sentences, "[^ ]+ing[ .]"))

 [1] "spring."    "evening."   "morning."   "winding "   "living."    "king "      "Adding "   
 [8] "making "    "raging "    "playing "   "sleeping "  "ring."      "glaring "   "sinking."  
[15] "dying "     "Bring "     "lodging "   "filing "    "making "    "morning "   "wearing "  
[22] "Bring "     "wading "    "swing "     "nothing."   "ring "      "morning "   "sing "     
[29] "sleeping "  "painting."  "walking "   "bring "     "bring "     "shipping."  "spring "   
[36] "ring "      "winding "   "puzzling "  "spring "    "landing."   "thing "     "waiting "  
[43] "whistling " "nothing."   "timing "    "thing "     "spring "    "changing."  "drenching "
[50] "moving "    "working "   "ring "     
attr(,"na.action")
  [1]   1   2   3   4   5   6   7   8   9  10  11  12  14  15  17  18  19  20  21  22  23  24  25  26
 [25]  27  28  30  31  33  34  35  36  37  38  39  42  43  44  45  46  47  48  49  50  51  52  54  56
 [49]  57  58  59  61  62  63  64  65  66  67  68  69  70  71  73  74  75  76  78  80  81  83  84  85
 [73]  86  87  88  89  90  91  92  93  94  95  97  98  99 100 101 102 103 104 105 106 107 108 109 110
 [97] 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 130 131 132 133 134 135
[121] 137 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161
[145] 162 163 165 167 168 169 170 171 172 173 175 176 177 178 179 180 181 182 183 184 185 186 187 188
[169] 189 191 192 193 194 195 196 197 199 200 201 202 203 205 206 207 208 209 210 211 212 213 214 215
[193] 216 217 218 219 220 221 222 223 224 225 226 227 229 230 231 232 233 234 236 237 238 239 240 241
[217] 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265
[241] 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289
[265] 290 291 293 294 295 296 297 298 299 300 301 302 303 304 305 306 309 310 311 312 313 314 316 317
[289] 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 337 338 339 340 341 342
[313] 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366
[337] 368 369 370 371 372 373 374 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392
[361] 393 394 395 396 398 399 400 401 402 403 405 406 407 408 409 410 411 412 413 414 415 416 417 418
[385] 419 420 422 423 424 425 426 427 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444
[409] 445 446 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469
[433] 470 471 472 473 474 476 477 478 479 480 481 482 484 485 486 487 488 489 490 491 492 493 494 495
[457] 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519
[481] 520 521 522 524 525 526 527 528 529 530 531 532 533 534 535 536 538 539 540 541 542 543 544 545
[505] 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 569 570
[529] 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 592 593 594 595
[553] 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 613 614 615 616 617 618 619 620 621
[577] 623 624 625 626 627 628 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647
[601] 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 668 669 670 671 672
[625] 673 674 675 676 677 678 679 680 682 683 685 686 687 688 689 690 691 692 693 694 695 696 697 699
[649] 700 701 702 703 704 705 706 707 708 709 710 712 713 714 715 716 717 718 719 720
attr(,"class")
[1] "omit"

14.4.5.1 Exercises

1. Replace all forward slashes in a string with backslashes.

has_noun %>% 
  str_extract(noun)

 [1] "the smooth" "the sheet"  "the depth"  "a chicken"  "the parked" "the sun"    "the huge"  
 [8] "the ball"   "the woman"  "a helps"   

2. Implement a simple version of str_to_lower() using replace_all().

sentences[str_detect(sentences, nums)] %>%
  str_extract(nums)

 [1] "ten served"    "one over"      "seven books"   "two met"       "two factors"   "one and"      
 [7] "three lists"   "seven is"      "two when"      "one floor"     "ten inches"    "one with"     
[13] "one war"       "one button"    "six minutes"   "ten years"     "one in"        "ten chased"   
[19] "one like"      "two shares"    "two distinct"  "one costs"     "ten two"       "five robins"  
[25] "four kinds"    "one rang"      "ten him"       "three story"   "ten by"        "one wall"     
[31] "three inches"  "ten your"      "six comes"     "one before"    "three batches" "two leaves"   

3. Switch the first and last letters in words. Which of those strings are still words?

contractionSepAfter

 [1] "s" "s" "t" "s" "s" "s" "s" "s" "s" "s" "t" "s" "t" "s" "s"

14.4.6.1 Exercises

1. Split up a string like “apples, pears, and bananas” into individual components.

str_replace_all(myFolder, "\\/", "\\\\")

[1] "C:\\Users\\cade\\Documents\\PhDMerced\\AvirisWQ_Feb"

2. Why is it better to split up by boundary(“word”) than " “?

   • boundary(“word”) allows you to split on punctuation and blank space

3. What does splitting with an empty string (“”) do? Experiment, and then read the documentatio

   • “” will split it up into chracters

str_replace_all(test, c("Y" = "y", "U" = "u", "M" = "m"))

[1] "muffinsareyummy"

14.5.1

1. How would you find all strings containing  with regex() vs. with fixed()?

words[words %in% switched]

 [1] "a"          "america"    "area"       "dad"        "dead"       "deal"       "dear"      
 [8] "depend"     "dog"        "educate"    "else"       "encourage"  "engine"     "europe"    
[15] "evidence"   "example"    "excuse"     "exercise"   "expense"    "experience" "eye"       
[22] "god"        "health"     "high"       "knock"      "lead"       "level"      "local"     
[29] "nation"     "no"         "non"        "on"         "rather"     "read"       "refer"     
[36] "remember"   "serious"    "stairs"     "test"       "tonight"    "transport"  "treat"     
[43] "trust"      "window"     "yesterday" 

2. What are the five most common words in sentences?

   • the five most common are 1) the, 2) a, 3) of, 4) to, 5) and

splitFrutas

[[1]]
[1] "apples"   " pears"   " bananas"

14.7.1 Exercises

Find the stringi functions that: 1. Count the number of words. stri_count_word() 2. Find duplicated strings. stri_duplicated() 3. Generate random text. stri_rand_strings() is the main one, but there are a few others that start with stri_rand 4. How do you control the language that stri_sort() uses for sorting? with the opts_collator arguement

Erin portion

str_split(test,"")

[[1]]
 [1] "b" "l" "a" "h" "a" "k" "d" "f" "l" "k"

2. What class is o3.filelist? What does it contain?

   • The o3.filelist is of class list. Each element of the list is one ozone txt file read in as a tibble.

3. Using ~ 1 sentence per line in the above code, explain what each line in the code is doing.

   • I have commented the lines above in the code block

4. Rewrite the code above using the stringr package insead of grep{base}.

Summarizing real data

allWords[[5,]]

Error in .subset2(x, i) : subscript out of bounds

5. Rewrite the code above using traditional object-based R programming instead of the piping operator.

# apply the function read_delim to the list of file names and tell R the separator is |
o3.filelist <- lapply(o3.filenames, read_delim, delim = "|")

Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

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Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

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Parsed with column specification:
cols(
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  obs = col_double()
)
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cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

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Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

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Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

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Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

# apply the function read_delim to the list of file names and tell R the separator is |
o3.filelist <- lapply(o3.filenames, read_delim, delim = "|")

Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

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Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

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Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

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Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

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Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)
Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)
Parsed with column specification:
cols(
  site = col_integer(),
  date = col_date(format = ""),
  start_hour = col_integer(),
  obs = col_double()
)

class(o3.filelist)

[1] "list"

o3.filelist[[2]]

length(o3.filelist)

[1] 7

# I think I messed up what you were going after by using the full.names = T command
# I have edited your line of code to reflect that
# This now reads sub anything before "e/" with "" and anything ".txt" with ""
names(o3.filelist) <- gsub(".*e/|.txt","", o3.filenames) # ^ - before, .* - before and upto
names(o3.filelist)

[1] "ozone19801984" "ozone19851989" "ozone19901994" "ozone19951999" "ozone20002004" "ozone20052009"
[7] "ozone20102011"

6. Summarize the o3 data above by site and by month and by year using a piping operator (the monthly mean o3 for each site for each year).

newNames

[1] "ozone19801984" "ozone19851989" "ozone19901994" "ozone19951999" "ozone20002004" "ozone20052009"
[7] "ozone20102011"

7. Challenge! Ozone pollution actually follows a very strong diurnal pattern. How would you summarize the daily data from above in a better way to capture that diurnal pattern?

More with strings!

8. How many site names in the CA air quality location dataset “Site Name” contain “San” or “Santa?”

   • 95 names

   • without using unique if we are saying those are different sites then 98 entries

9. Identify the number of sites that do not have a complete address (full street address and zip code).

   • 501 if you include P.O. box, but 500 if you exclude the one entry that starts with P.O. box

Manipulating your data

10. How does a semi join differ from an inner join?

    • An inner_join() keeps all rows from both dataframes that you are trying to join (where there are matches), while a semi_join() only returns rows from x (or the first dataframe you enter)

11. Write a function to calculate the annual mean, median, max and min of all sites that have “San” or “Santa” in their name.

length(san)

[1] 36

12. Write a function to caculate the annual daily mean. Apply that function to Merced County. What is the annual daily mean of o3 for Merced County?

test <- newloc %>% filter(str_detect(Address,"^([0-9]|P\\.O\\."){1,}(.){1,}"))

Error: unexpected '{' in "test <- newloc %>% filter(str_detect(Address,"^([0-9]|P\\.O\\."){"